Awesome Jev English

Everything is a Decision.

Everything built on Jev, the System One model from TypeSafe AI — the first model that answers with typed judgments and calibrated probabilities instead of prose. 352 projects, three languages, refreshed from the GitHub API.

state support ticket #4821 · "I was charged twice, fix this now"
rule
mentions a charge
mentions money
mentions court
probability
action
R1
0.94
resolved Refund and close
R2
0.05
Ask for a receipt
R3
0.01
Escalate to legal
confidence 0.94 choice billing probabilities {"billing":0.94,"technical":0.05,"other":0.01} One request, three conditions, three typed answers. The page you are reading is the table.
action threshold 0.8
0.0 confidence 0.94 1.0
POST See the call
curl -X POST https://api.typesafe.ai/v1/systemone \
  -H "Authorization: Bearer $JEV_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "state": { "document": "I was charged twice. Please fix this now." },
    "questions": {
      "category": {
        "type": "choice",
        "question": "What is this ticket about?",
        "options": ["billing", "technical", "other"]
      }
    }
  }'
352
entries
93 460
stars tracked
19
rules
21
languages
0
API keys needed

Start from what you need

A decision table gets cited by rule number. So does this one.

The directory

Every entry below is generated from one data file. Stars, licenses and push dates refresh from the GitHub API on a schedule, and every row is link-checked before it ships. Star counts are a dated snapshot, not a ranking claim.

001

Start Here

16

The spec sheet, the three primitives and the docs — read these before building.

Introduction official
The mental model in two pages: state plus typed questions in, typed answers with probabilities out.
doc
Quick start official
First request in Python, TypeScript, or curl.
doc
Primitives official
Choice, Score, and Noul, and when each one fits.
doc
State official
How to package what Jev judges, and why less is more.
doc
API reference official
The request and response contract.
doc
Models official
Aliases, current version, price, and rate limits.
doc
Model jaggedness: jev-1.13 official
Known failure modes, straight from the vendor.
doc
System One official
What the category means and how it differs from a chat model.
doc
How to build with System One official
Decompose a judgment into atomic questions and keep the control flow in code.
doc
Confidence official
What the confidence field means and how to turn it into act, review, or fall back.
doc
Patterns official
Speculative fan-out, confidence routing, composite scoring, intent routing.
doc
Use-case map official
The vendor's own catalogue of where Jev fits and where it does not.
doc
Cookbooks official
Worked recipes, starting with batching many questions into one request; the sidebar has the rest.
doc
Workflow evals official
The vendor's benchmark on four workflows, with the caveats printed on the page.
doc
llms.txt official
Every documentation page as plain Markdown, for feeding to an agent.
doc
Console official
Waitlist, API keys, and usage.
doc
011

Official SDKs & Framework Support

7

Maintained by TypeSafe AI, plus the frameworks that ship Jev natively.

104

Coding Agents

48

Routers, tool gates, reviewers, skills and MCP servers for agent harnesses.

nicobailon/pi-mcp-adapter
Opt-in typed evaluation and semantic search over MCP tool results, behind a per-server data-egress allowlist.
★ 1 568
kerpopule/hermes-jev-skills
Hands an agent's small decisions to Jev: which model answers the turn, which skills to load, which passages matter, which turns survive compaction.
★ 918
gargpratyush/jev-router
Routes each task to the cheapest Claude model that can handle it.
★ 499
jkudish/jev-mcp
The first MCP server for Jev, and still the most linked.
★ 464
notque/vexjoy-agent
Agent toolkit whose `/d` command picks the specialist agent, skill, and pipeline with one Jev call, plus an optional Jev auto-compact plugin.
★ 426
TianyuCodings/JevHarness
Has an LLM write a task-specific harness that turns observations into Jev questions, then freezes it and improves it from rewards and full execution traces.
★ 400
itsmostafa/typesafe-mcp
Single-binary Go MCP server and CLI that exposes TypeSafe Jev judgments to Claude Desktop, Claude Code and Codex.
★ 337
miuuyy/Astra-Ares
Has Jev pick the reasoning effort and how long to hold it for a running Codex task, on a patched Codex CLI built from upstream source.
★ 293
0xNatoshi/jev-codex-router
Picks model, thinking depth, and speed mode for every Codex turn.
★ 278
kitze/skillbox
Self-hosted, versioned skills library served over MCP, with Jev recommending which skill to load.
★ 255
DevMortimer/pi-warden
Guardrails that steer instead of interrupt: irreversible calls, off-task calls, stuck loops, unverified done claims, about 250 ms each.
★ 154
y0usaf/pi-jev
A measured tool-call gate plus a `jev_ask` tool for typed answers inside Pi.
★ 151
dbreunig/building-with-jev-skill
Skill for writing and improving programs that call Jev.
★ 145
Dicklesworthstone/skillranker
Rust CLI and hooks that rank installed skills for the next step using live session context, with abstention.
★ 125
devagrawal09/jev-code
Command-line toolkit that coding agents hand judgment-heavy work to, one typed Jev workflow per request.
★ 119
devagrawal09/stanley-code
Coding CLI where Jev routes a plain-language request to one deterministic workflow, and that workflow asks Jev fixed-choice questions about the evidence it gathered.
★ 119
fabricioctelles/skills
Agent-skill directory that can score subjective evaluation criteria with Jev.
★ 97
EliaAlberti/jev-rules
Scores your standing rules against each prompt and delivers only the ones that apply, once per session.
★ 63
TheoOliveira/pi-jev
Semantic tool routing and typed decisions as Pi tools.
★ 58
DevMortimer/pi-typesafe
Batched evaluation tool, terminal playground, and a typed API for Pi extension authors.
★ 49
tacticocc/Jevbridge
ACP and MCP adapter that pairs Jev with any LLM for computer use and typed decisions.
★ 46
shantanugoel/ask-jev-skill
Lets Hermes and similar agents ask Jev directly.
★ 42
shitianfang/jev-use
Hands the Claude Code, Codex and pi steps that need no text output to Jev, with a typed escalation contract for everything it should not decide.
★ 31
jomatsu/pi-jev-auto-mode
Auto-approves bash, write, and edit calls semantically and fails closed when it cannot decide.
★ 31
keeltrace/hermes-jev
Typed decisions, ranking, verification, and an opt-in tool gate.
★ 31
compozy/yoshi
Context-pruning proxy for Claude Code and Codex, with the savings measured rather than claimed.
★ 27
blakestone-x/jev-mcp
Classify, score, check, match, and screen, with confidence on every answer.
★ 26
GodsBoy/jev-agent-skill-router
Confidence-aware skill routing with an abstain path.
★ 24
Brainwires/jevwire
MCP server, embeddable decision model, and an escalate-only plugin that can make the harness stricter but never looser.
★ 22
valentynkit/jev-belay
Stop hook that blocks an unverified "done": reads the transcript for evidence and, only when files changed with no passing check since, spends one four-question Jev call; fails open on every error path.
★ 20
anpicasso/hermes-jev-approvals
Approves, denies, or escalates flagged shell commands before they run; vendor-reported speedups.
★ 20
mejiasd3v/pi-jev-router
Automatic model routing for Pi through the Vercel AI Gateway.
★ 16
DECRUX9812/typesafe-skill-router
Names the one skill worth loading before the model call; stdlib only, about a tenth of a cent per turn.
★ 15
kubet/azdaja
Recursive language-model layer for Claude Code, Codex, Gemini and OpenCode that keeps sources local; Jev is an optional leaf for reranking, verification and semantic joins.
★ 14
HyunjunJeon/pi-quiet-ask
Jev as the Pi coding agent's quiet decision layer.
★ 12
harshwasan/pi-jev-sentinel
Checks Pi tool calls, tool outputs, and replies for risky actions and prompt injection, with user approvals, context re-checks, secret scrubbing, and optional task pinning.
★ 11
24601/Augustus
Skill for deciding where a typed judgment belongs at all and what stays in code; a companion to the official skill, not a replacement.
★ 11
adarshmishra07/jcm-router
Local proxy that picks model and effort per message and leaves the cached main chat alone.
★ 9
AbdelStark/bicameral
Hybrid harness for Pi: an LLM writes the code, Jev reflexes gate every call as allow, confirm, block, warn, or steer.
★ 9
ajensenwaud/hermes-jev-plugin
Four Hermes tools for atomic checks, routing, and rubric scoring; listed in the Hermes plugin catalog.
★ 8
HyunjunJeon/jev-judgment
Sends a coding agent's closed judgments to Jev instead of the chat model.
★ 7
3clyp50/a0-typesafe-ai
Typed tools and probability cards for Agent Zero.
★ 6
bestagentkits/jev-skillful
Per-prompt router over skills, MCP servers, agents, and commands, and it measures whether the injection helped.
★ 5
noplan-inc/limpet
A Stop hook that keeps the agent from stopping too early, judged against plain-language rules.
★ 5
suenot/codex-jev-router
Uses Jev to select the model and reasoning effort for Codex subagents, with confidence gates and a Sol fallback.
★ 5
legacybridge-tech/pi-typesafe-jev
Pi extension exposing Jev judgments as five Pi tools.
★ 4
BYK/jev-mcp
Eval-first MCP server: prototype a question, map it over many items, then measure variants against labeled examples with a threshold sweep.
★ 4
samtay32/jev-system-architect
Finds the fuzzy judgment in a system and turns it into small Choice, Score, and Noul primitives.
★ 3
118

Routing & Gateways

10

Per-turn model and tool selection, under a hard deadline.

BillionsBobby/JevRouter
Models, subagents, skills, MCP tools, and CLIs as one candidate set; Jev picks, the router enforces permissions and risk; reports 44 percent first-five tool-call hits against 24 for DeepSeek on Toolathlon.
★ 303
vinilana/jev-gateway
Local gateway for Codex and Claude Code that sends the "which tool next" decision to Jev and everything else to your usual model.
★ 267
juspay/neurolink
TypeScript AI SDK where decide, via Jev, is a peer of generate and stream: one typed-judgment call routes model choice, prunes context, and picks MCP tools.
★ 144
nidhi-singh02/agent-router
Picks Cursor, Claude Code, Codex, or OpenCode plus model and effort for a task, then launches it.
★ 99
yusukebe/hono-jev-router
Route HTTP requests by meaning in Hono.
★ 51
xinyao27/jevonian
Local OpenAI, Anthropic and Responses-compatible proxy that serves one Jev call per turn to pick both the model route and the thinking level, filtering candidates by context window and quota.
★ 16
prismhq/jev-router
LLM router on top of LiteLLM.
★ 15
iamvatsalpatel/tiershift
Shifts every LLM call to the cheapest model that can handle it, policy in YAML, decision in about 180 ms.
★ 4
FirasSX914/Janus
Measures on your data when Jev beats other models, then routes accordingly.
★ 3
daviddl9/jev-router
Jev picks the worker tier for each step in OMP and Pi, keeping planning and review on a strong model and bounded work on cheaper ones.
★ 0
131

Context & Compaction

6

Decide what stays in the window before the model ever reads it.

147

Code Review & Quality

21

Judges, linters, coverage gates and review dashboards.

devagrawal09/jev-review
Staged code-review workflow with a local dashboard.
★ 643
thruwire/foreman
Supervises a software factory of agents, with Jev making the go and no-go calls.
★ 619
lakeday-org/perch
Semantic linting: rules in plain language, each file judged by Jev, run locally or in CI.
★ 316
NiazMorshed2007/jev-review
Local-first MCP plugin for continuous quality review by coding agents.
★ 231
supercorp-ai/supercov
Code quality and coverage signals for coding agents.
★ 141
kyu1204/jgrep
`--diff` gates a PR in CI on a rule written in English, `--tests` lists the test files a diff can affect, and plain `jgrep` greps code by what it does; one Noul per chunk, 16 chunks per request.
★ 58
Alurith/jeff
Read-only Go CLI that checks files against coded rules such as hidden side effects and weak error handling.
★ 38
devanshbatham/commit-miner
Classifies commit diffs and messages: bug fixes, security fixes with CWEs, change types.
★ 36
lukstei/slop-grader
Grades text and markdown files for AI slop, grammar, and technical documentation quality, and guides an AI agent to auto-fix violations.
★ 32
valentynkit/jev-commit
Pre-commit hook: one Jev call judges whether the commit message matches the staged diff, plus debug leftovers, unmentioned work, and a credential belt; warns except on a secret, which it blocks.
★ 13
frostney/clean-code-review
Every file in a PR judged against Clean Code rules, then reviewed by an LLM.
★ 12
huntedman/JevLint
Configurable semantic linting with file-level Noul judgments.
★ 12
doeixd/jev-pref
Turns the preferences in your AGENTS.md into a linter that runs on code changes and reports back to the agent.
★ 11
nozomi-koborinai/jev-spec
Checks the code against the requirements in a Markdown spec on every commit and fails the build when the two drift apart.
★ 11
HexyeDEV/JevPR
GitHub App that asks Jev whether a pull request is safe to approve or needs a specialist, then maps the verdict to a check run.
★ 10
stratonext/software-factory
Runs several coding agents locally with Jev as judge and orchestrator.
★ 9
raihankhan-rk/diffjury
PR risk router and review coach.
★ 8
cephalization/jev-triage
Pulls large repositories and triages their issues with typed Jev questions.
★ 5
Ramneet-Singh/jevopt
C/C++ compiler driver that asks Jev whether to inline each discretionary call site, from the LLVM IR and the original source.
★ 4
allebee/pytest-jev
Pytest plugin that asks Jev whether plain-English claims about a test's text hold, all in one request, and fails the test with each claim's probability unless Jev is at least 80 percent sure.
★ 3
fatwang2/jev-review-action
GitHub Action for submission review and PR classification with Jev, no text-generation model in the loop.
★ 2
152

Browser & Computer Use

14

Jev picks the operation and the DOM element; a small LLM only writes the text.

browser-use/jev-ultrafast
One request picks both the operation and the target element from an indexed DOM table; a small LLM only writes typed text. Zürich to London booked in 7.1 seconds.
★ 21 495
awlevin/typesafe-computer-use
OCR the screen, classify the next action, click; about $0.0002 a step on macOS.
★ 1 097
wy-coliney/jev-browser-use
Codex skill and plugin where Jev handles navigation, clicks, and scrolling and Codex keeps typing and verification; reports browser steps 5 to 10 times faster.
★ 707
Sac-Y/Jev-cu
Codex computer use where Jev picks the element, action, completion, and risk from on-screen text, no screenshots sent; Chinese readme.
★ 613
moritzkremb/jev-voice-browser
Intent and target decided per spoken word in about 300 ms, often before the sentence ends.
★ 371
jkudish/jev-browser
The first community browser agent on Jev, with a demo GIF.
★ 297
YUTA-fywoo/jev-gui-delegate
Runs a delegated GUI task for Codex through the real Chrome session or Windows UI Automation, with Jev picking the control at each step.
★ 131
socai-io/jev-social
Lets Jev choose each read-only social research step while socai runs it in a real Chrome session and streams inspectable Instagram, TikTok, or LinkedIn evidence into a report.
★ 128
savka777/jev-use
Voice and typed computer use for macOS: Jev picks the next on-screen action from the Accessibility tree, with no screenshots.
★ 112
Ying-Kai-Liao/jev-browser
An LLM plans, Jev decides; library, CLI, and MCP server.
★ 94
hqman/JevScout
Job-hunting skill that drives Chrome over CDP and has Jev score every link and listing.
★ 38
romaluev/jev-ego
Browser agent that spends one Jev request per step to pick the action.
★ 17
tontoko/jev-browser
One grounded Jev and Playwright core behind a typed SDK, a persistent CLI, and an MCP server.
★ 11
imanshu03/jev-browser-use
Runs browser tasks from a plain-language instruction over CDP or Vercel's agent-browser, with Jev selecting operations and targets and code checking confidence before it acts.
★ 0
158

Mobile & Desktop Automation

4

Driving phones, IM clients and native UIs without hooking or patching.

163

Search, Reranking & RAG

13

Query understanding, source selection, reranking and semantic SQL.

superagents-lab/jev-search
Source selection, query understanding, and relevance ranking for web search.
★ 493
jexp/neo4jev
Walks a Neo4j graph by classifying neighbouring relationships.
★ 154
uehaj/jev-semgrep
Greps by meaning instead of by regex: every line gets a probability from Jev, and meanings combine with AND, OR, and NOT.
★ 145
ellipsis-dev/blink
Codebase search where Jev scores the candidates.
★ 93
kbhuw/jev-sift
MCP tool that scores a batch of files, URLs, or snippets for relevance so the agent opens only what matters.
★ 48
hev/reranker
Jev as a calibrated reranker: one call, up to 30 documents, a probability per document.
★ 15
reachjalil/jev-tree
Recursive choice over a taxonomy, past the 255-option cap.
★ 10
WiktorB2004/llama-index-jev
LlamaIndex reranker and router, cheaper than an LLM judge.
★ 9
kylemclaren/jev-search
A shadcn/ui registry block: keyword hits on the first keystroke, re-ranked by Jev a moment later, and keyword order stands if the call fails.
★ 9
AkashPriyadarshii/jev-scout
Rust CLI and MCP server that finds real, maintained repos and crates for a plain-language request, with Jev scoring the candidates.
★ 6
kylemclaren/jevpdf
Searches a PDF by meaning in the browser: pdf.js extracts the lines locally, Jev answers one Noul per line in batches of 16, and matching lines light up page by page, ranked by probability.
★ 5
mttrbrts/jev-folio-recursive-classifier
Classifies OCR'd legal agreements through the FOLIO Document Types ontology with recursive Jev Choices, beam search, confidence-gated leaf stopping, and context-length benchmarking.
★ 1
liou666/senseek
Browser extension that searches the page you are reading by meaning, in a Ctrl+F style box, with your own key and no backend.
★ 0
179

Safety, Moderation & Verification

14

Guardrails, prompt-injection checks, judges that abstain.

leepokai/jev-guard
Auto mode for Claude Code, Codex, Cursor, Gemini CLI, Pi, and OpenCode: risk-scores each tool call as deny, ask, or allow and flags prompt injection in results.
★ 48
brainstormity/Jev-Moderation-Bot
Chat moderation with editable rules.
★ 48
DanRWilloughby/snifftest
Prose linter for AI writing tells: countable rules plus one judgment model.
★ 34
luantak/is-malicious
Scans a codebase for hidden or data-stealing behavior before you run it; a clean report is not proof, and it says so.
★ 33
MarissaFamularo/citation-verifier
Does the cited paper support the sentence citing it? Claude finds the quote, Jev scores it, a human decides.
★ 11
scale-venture-partners/riff
Ruff-style rule codes for writing.
★ 7
caiovicentino/jev-shield
Semantic MCP firewall that screens every tool call, result, and description; reports 94 percent block recall at about $0.00002 a check.
★ 4
noelzappy/tripwire
AI SDK middleware and proxy that runs seven Jev checks on every LLM response before the user sees it; no accuracy numbers yet, and it says so.
★ 4
teyhouse/jev-secret-detection
Measures how well Jev spots real credentials in file snippets, with the hard config-shaped cases scored separately.
★ 3
santos-sanz/jev-audio-beeper
Low-latency audio censorship proof of concept: Jev typed decisions drive ffmpeg.
★ 3
asfarsadewa/human-compiler
Paste text, get diagnostics, like a compiler for prose.
★ 2
DansiDanutz/fake-real-jev
Checks claims against cited excerpts with Jev in an English and Romanian fact-checking site, with a public integration example and a closed-source full application.
★ 1
paulgoodchild/SkillsCheck
Sends an agent skill's text to Jev before installation and returns a verdict with category scores, without loading the skill into the agent's context; the submitted text is not redacted for secrets.
★ 0
hteariH/stopspam-jev-bot
Telegram bot that removes spam and scam messages from group chats on calibrated-confidence classification.
★ 0
185

Data & Ops

20

Postgres extensions, semantic SQL and telemetry pipelines that call Jev.

kyotofin/tax-doc-classifier
One request per page picks among 261 IRS forms and seven page kinds; reports 100 percent on its corpus at $0.001 a page, 34 times cheaper than the LLM pipeline it replaced.
★ 484
realZachi/pg-jev
PostgreSQL extension that answers plain-language questions about your tables.
★ 381
AgriciDaniel/jev-seo
Crawls a site, checks it against 52 SEO rules, has Jev judge every page, and writes PDF, spreadsheet, and Markdown reports.
★ 266
AkashPriyadarshii/jev-curate
Sifts Parquet and JSONL training data at more than 1,500 rows a second.
★ 92
giuliosmall/pg_typesafe
Pre-alpha PostgreSQL extension for categorical classification with Jev.
★ 88
AboveColin/HA-Jev
Home Assistant integration: ask a question about your house, get a probability, choice, or score as an entity.
★ 69
choxos/jev-reviewer
Asks a clinical trial report for systematic-review data by voice, text, or a questions file; every answer is a verbatim quote with its file and place.
★ 38
chenmingtang830/jevgraph
Parses PDF, DOCX, PPTX, or text locally, then asks Jev one closed-set relation question per candidate entity pair and exports a graph with per-edge probabilities and page evidence to JSON, CSV, or Neo4j.
★ 31
colliber/duckdb-jev
DuckDB extension that asks a question of every row and returns a real SQL type.
★ 28
chopratejas/invalidate
Gives every stored agent memory a lease and asks Jev whether new evidence ends it; [live demo](https://invalidate-playground.vercel.app).
★ 23
reachjalil/jevlogs
Scores OpenTelemetry log signal before paying for LLM analysis.
★ 17
kylemclaren/jevql
Semantic SQL for PostgreSQL, with Jev answering the predicates.
★ 15
collapseindex/jev-ultralightspeed
Packs 32 items into one request for bulk classification and calibrates the confidence cut that sends the least-sure rows to a person, reporting 533 items a second at 89.2 percent agreement with human labels.
★ 12
keltokhy/jlink
Links records across two datasets from a match rule written in plain English, from Python, the shell, Stata, or R, and reports F1 0.73 against 0.69 for tuned string matching on NBER patent assignees to Compustat.
★ 7
EugeneBoondock/jevsql
SQL with natural-language predicates over SQLite: filter, rank, and classify rows by meaning, batched and cost-guarded.
★ 6
Foadsf/jev-for-engineers
Eight small examples from mechanical and electrical engineering: CAD routing, FEM triage, DFM screening, BOM alignment.
★ 6
Query-farm/vgi-typesafe
DuckDB worker that exposes choice, noul, and score as lateral-joinable table functions in SQL.
★ 5
mgaitan/sqlite-jev
Adds Jev Noul, Choice, and Score judgments to SQLite through a loadable C extension and Python wrapper, with scalar functions and batched virtual-table queries.
★ 4
opaielsheikh/typesafe-migration-guard
Reviews database migrations for safety before they run.
★ 3
ddfeyes/jev-mode
Ticket triage and file tagging on a typed-judgment model; reports 78 percent fewer tokens and 96.1 percent accuracy against a 93.7 percent baseline.
★ 3
191

Applications & Extensions

29

End-user tools people actually open every day.

anishfn/shapeshift
Turns one text box into the matching card as you type, judged by a single parallel Jev call, with a keyword fallback when no key is set.
★ 752
kitze/unclutter
Browser extension that removes page clutter with reusable template rules.
★ 341
FerryCorleone/crush-monitor
Reads a chat log locally and labels every message with the three likeliest of twelve emotions and thirty-five intents.
★ 262
monteduro/killmyidea
Describe your startup idea; Jev says kill it, fix it, or ship it.
★ 244
usenotra/notra
Turns work into content, with Jev deciding what is worth posting.
★ 226
wquguru/dasheng
Read English aloud and see it scored: streaming ASR listens, Jev judges word by word, and the total is arithmetic in code.
★ 144
trungdq88/youtube-sponsor-detection
Chrome extension that finds sponsor reads from the transcript or live audio and jumps past them; code owns every timestamp, under a cent an hour in transcript mode.
★ 109
kevinbadi/jev-voice
Talk to macOS: local whisper.cpp transcribes, one fan-out Jev call picks the action and its typed arguments, and code runs it.
★ 106
w3cj/jev-chat
Chat-shaped command bar where Jev picks the tool, the arguments, and the reply shape, and code builds the answer from the tools' own data, so no model writes the text.
★ 105
ChetasLua/jevmeter
Puts a live meter on any video: every sentence scored on five questions, rendered as a 16:9 edit, a whole debate for about two cents.
★ 103
fazlerocks/jevmail
Read-only Gmail triage: three Jev questions per message sort it into one of five trays with an urgency score.
★ 92
realZachi/typesafe-adblock
Chrome extension that asks "is this element an ad?" per DOM node; a toy, and it says so.
★ 88
AkashPriyadarshii/jev-seo
Rust CLI and MCP server for SEO and GEO checks over DuckDuckGo results, scored by Jev.
★ 86
RafalWilinski/vibecheck
Vibe-check your X post before you hit publish.
★ 49
parth-kp/jev-mail-classifier
Config-driven inbox classification that tags, moves, flags, and notifies, through TypeSafe directly or OpenRouter.
★ 19
kevthetech143/super-jev
Small harness connecting evidence, Jev judgments, permitted actions, and verified outcomes.
★ 14
manifoldor/xtags
Labels every post in your X timeline with what it wants you to do.
★ 12
gtaras7/typesafe-jev
Jev experiments starting with a local CV-screening workbench, each with its own measured results.
★ 10
harshil1712/slidepilot
Voice-driven auto-advance for Slidev on Cloudflare Agents.
★ 9
valentynkit/jev.nvim
Neovim plugin: ask the buffer a plain-language question, Treesitter splits it into functions, Jev scores each one, and the answers land in quickfix ranked by probability.
★ 9
andrelandgraf/safer-with-jev
Neon Function proxy for the Neon AI Gateway with Jev routing in front.
★ 6
valentynkit/jev-skip
Browser extension that reads the caption track and paints a per-segment sponsor probability on the seek bar, with no crowd database.
★ 6
chris-wozniczek/jev-voice-control
Menu-bar Swift app turning spoken commands into Jev typed decisions and macOS actions.
★ 5
hellogumbo/should-ai-kill-us-all
Asks Jev the question every ten minutes, using the actual headlines.
★ 4
sriganesh/jevibe-check
Live tone labels for Bluesky posts and drafts.
★ 3
phureewat29/jev-got
Game of Thrones roleplay where a story model writes each scene and Jev answers five typed questions that drive the header, soundtrack, art, and next prompt.
★ 3
hazlema/jev-riffs
Mines repeating motifs from a MIDI melody, scores every candidate in one batched Jev call, and highlights and plays the winner on a piano roll; on an orchestral Swan Lake the top motif is the swan theme.
★ 3
thenewpotato/privacy-facts
Turns privacy policies into nutrition-style labels with plain-language answers, Jev confidence scores, and suggested source clauses.
★ 2
0xShin0221/openpoke-meets-jev
OpenPoke fork that moves email screening, a tool-call guardrail, and search reranking onto Jev, with an A/B against the Sonnet call it replaced and an adversarial run on the injection gate.
★ 1
205

SDKs & Community Clients

32

Unofficial clients for the languages without a first-party SDK.

pithings/advocaat
Small TypeScript client for asking questions about your own data.
★ 97
milvus-io/milvus-model
Reranker package whose Jev adapter sends every candidate document as a Noul question in one request, sorts by the returned probabilities, and keeps original indices; shipped in the v0.3.4 release.
★ 61
obie/ruby_decision_model
Ruby client for decision models with OpenRouter and TypeSafe providers behind one interface, stdlib only.
★ 52
dannote/jev
Elixir client built for OTP: reply to Jev from a GenServer and pattern match on the answer.
★ 35
kieranklaassen/ruby_llm-typesafe
TypeSafe as a structured-output provider for RubyLLM 2.
★ 19
Twister915/typesafe-ai
Rust client with async and blocking backends and observable retries.
★ 14
saibimajdi/typesafeai-dotnet-sdk
Community .NET SDK with typed Noul, Choice, and Score questions.
★ 13
Premo-Cloud/typesafe-sdk-java
Unofficial Java client for the TypeSafe System One API, calling Choice, Score and Noul questions over HTTP.
★ 11
pambrose/jev4k
Kotlin DSL and client.
★ 11
Tangerg/typesafe-sdk-go
Go SDK with no third-party dependencies.
★ 10
jomatsu/zod-jev
Zod 4 schemas with semantic rules: shape checks stay in Zod, meaning checks go to Jev in one request and come back as Zod issues.
★ 9
joshmn/typesafe-sdk
Unofficial Ruby client for the TypeSafe AI API, returning typed answers with probabilities instead of parsed prose.
★ 8
inanna-malick/jev-dsl
Haskell DSL with typed packets and inferred answer types.
★ 8
gilljon/typesafe-ai-rs
Independent async and blocking Rust SDK.
★ 7
Gaurav-Gosain/jev-go
Go client that returns typed judgments and probabilities.
★ 6
jamesward/zio-typesafe-ai
Scala client on ZIO.
★ 6
Stumble/jev-go
Community Go SDK for TypeSafe Jev / System One, covering typed Choice, Score and Noul questions.
★ 6
nshkrdotcom/typesafe_sdk
Elixir port of the TypeScript AI SDK with a TypeSafe provider.
★ 6
alterhq/typesafe-sdk-swift
Unofficial Swift SDK for the TypeSafe AI API, wrapping typed questions and answers in Swift types.
★ 5
zhirschtritt/typesafe-go
Idiomatic Go SDK for the TypeSafe API.
★ 4
Butochnikov/laravel-typesafe-jev
Laravel integration with typed responses, async requests, and testing fakes.
★ 4
Hawxy/TypeSafeAI.Net
Unofficial .NET SDK for the TypeSafe AI platform, usable from any .NET application.
★ 4
mateonunez/jod
Zod-style schemas over Jev: validate the state locally, then project typed answers.
★ 4
GenieRobot/typesafe-ai-rails
Rails integration built on the community Ruby gem.
★ 4
steven-shoemaker/hunch
Turns Choice, Score, and Noul questions into Python functions over lists and DataFrames, with deduplication, caching, escalation of unsure rows to an LLM held to the same labels, and a TypeScript port on npm as hunch-jev.
★ 4
AboveColin/jevclient
Async Python client, probabilities and choices out, no prose to parse.
★ 3
Butochnikov/typesafe-sdk-php
PHP client with sync calls, Guzzle promises, and PSR-3 logging.
★ 3
AbdelStark/s1-rs
Turns Rust enums and structs into Choice, Score, and Noul questions with compile-time-checked, confidence-gated answers.
★ 2
AbdelStark/typesafe-rs
Latency-first Rust client, on crates.io.
★ 2
DomMonte/n8n-nodes-typesafe-ai
n8n community node for yes/no, choice, and score questions.
★ 1
kunobi-ninja/kunobi-jev
Rust client for the System One API.
★ 1
bariskisir/JevSharp
.NET 10 SDK for Jev decisions through TypeSafe, OpenRouter, Vercel AI Gateway, and compatible endpoints.
★ 0
217

Command Line

14

Call Jev from a shell, no SDK required.

dzhng/jevgrep
Finds the files, declarations, and verbatim excerpts a coding agent needs by asking Jev which declarations answer a plain-language question about the repo.
★ 1 853
dorkitude/webctl
Searches the web for an agent and has Jev score and dedupe results and page chunks, so only the relevant text reaches the model.
★ 150
keltokhy/jgrep
Prints the lines that fit a plain-English description, streaming from `tail -f` under a spend cap, and reports F1 0.91 on SMS spam against 0.72 for a keyword grep.
★ 132
mrnugget/jev-shell-history
Fish-style zsh history suggestions, ranked by Jev.
★ 116
sharziki/semdecide
Typed semantic decisions for Unix pipelines and CI.
★ 74
shiftynick/jev-axi
Shell verbs for agents and humans: pick, rate, check, rank, triage, guard.
★ 26
Nasrallah-AL/jev-cli
npm CLI with the key in the OS keychain; typed judgments from the shell.
★ 23
tumf/jev-cli
Dependency-free Python CLI wrapping Choice, Score, and Noul.
★ 14
cristianoliveira/jeq
Pipes and composes Jev judgments over JSON and NDJSON with map, reduce, rank, and rate, then applies policy through an explicit offline gate.
★ 10
sufianetaouil/every
Ask a yes/no question of every function in a codebase; grep whose pattern is a question.
★ 8
y0usaf/typesafe-cli
Noul, choice, and score answers as numbers from the shell.
★ 5
jtsang4/jev-cli
Typed questions in, structured JSON answers out.
★ 4
jexp/watfile
Sorts PDFs and text files into category folders, one Jev Choice per document, with a local Laya backend as the alternative.
★ 2
allebee/jevgrep
Filters log lines and other text streams by meaning, one Noul per line in micro-batches, streaming from `tail -f` with grep's flags and exit codes.
★ 1
223

Benchmarks, Evals & Calibration

27

Measure it before you trust it.

sutro-sh/jev-align
Finds the examples a Jev function is least sure about, asks you to label them, and improves the function with GEPA.
★ 301
fstandhartinger/jevbench
Benchmark for Jev-class decision models: bounded rubric in, typed answer with a probability per option out, with cascade and committee experiments reported separately.
★ 186
vinilana/jev-eval-agent
Personal-assistant agent with 100 mocked tools, measuring how many steps a Jev-gated agent needs.
★ 107
openlayer-ai/jevals
Runs a trace's agent, quality, and security evals as one batch of typed Jev questions instead of separate LLM-judge calls.
★ 97
pinecone-io/cultivar
Pinecone's skill-testing CLI, with a Jev grading backend it reports at about 30 times cheaper than the LLM grader.
★ 41
AbdelStark/jev-benchmarks
Probability-aware evaluation for typed decision models: calibration, selective risk, latency, reproducible.
★ 21
AntonioCoppe/jev-harness
Confidence gates, shadow mode, recipes, and evals; reports Claude CLI at 48.9 s against Jev at 1.3 s on the same row-filter job.
★ 16
abhixhek/jevcal
Stop guessing thresholds: calibrate, threshold, and drift-check against an LLM teacher.
★ 11
jmanhype/jev-dspy-lab
Reproducible calibration and selective-risk benchmarks for Jev decisions in DSPy.
★ 11
zhuyansen/jev-search-rerank-eval
Does a Jev rerank beat embedding search? 9,831 graded pairs, with the judge-circularity bias measured.
★ 10
anessbelbati/jev-rerank-bench
Jev against Cohere Rerank, ZeroEntropy, and a chat baseline on 14 datasets, raw responses included.
★ 9
anisselbd/jev-phishing-bench
Jev against Claude Haiku on 2,000 phishing emails: accuracy, calibration, latency, cost.
★ 8
mahlernim/jev-korean-benchmark
Korean understanding and medical text, with runtime and cost evidence.
★ 7
wondertwins/jev-benchmark
Two benchmarks, chess and predator identification, one inside Jev's lane and one outside, both with results.
★ 7
Gaurav-Gosain/jev-sec-bench
Blind benchmarks for prompt injection and vulnerable-code detection.
★ 4
TokenTrim/jev-agent-failure-benchmark
Jev against a strong LLM on the Who and When agent-failure-attribution benchmark.
★ 4
RINNECODER/jev-behavior-study
Controlled prompt experiments on jev-1.13.0, raw results and offline verification.
★ 4
chenmingtang830/jevarena
Hosted arena that puts Jev against an opponent judge you connect and takes your vote before revealing which was which, with latency, cost provenance, and self-reported confidence; a vote records preference, not verified correctness.
★ 4
bitnovus/jev-spam-eval
Zero-shot spam filtering with Noul questions against TF-IDF baselines.
★ 3
PistachioAIHQ/jev-synergy-screening
Choice and Noul questions scored against ASReview SYNERGY gold labels for abstract screening.
★ 3
jgridifier/jev-research-eval
Reproducible harness over a pinned jev-ultrafast commit, with baseline and stress suites.
★ 3
HackSing/jev-report
Independent Chinese research report: 52 pages, 50 reproducible tests, 143 traceable data rows.
★ 2
hegargarcia/jev-playground
Jev against other models in games with explicit states, legal actions, and a measurable outcome.
★ 2
yodablocks/jev-orderby-bench
Measures whether ORDER BY over a Jev probability is defensible: pairwise inversion, ordinality against a human grade, calibration and wording invariants under a pre-registered gate.
★ 1
4esv/jev-eval
Jev against GPT-5.6 Terra on three labeled tasks: equal on the easy ones, 6.7 points lower on 77-way routing, 5 times faster, 41 to 50 times cheaper.
★ 1
themsquared/jev-benchmark
Tool-call risk classification with the run-to-run variance reported; every wrong answer came with hedged confidence.
★ 1
blowxian/jev-fanout-bench
Measures what a Jev request is billed and how its answers hold up under batching, translation, and rewording, from 3,455 billed requests with public raw logs.
★ 0
229

Open Models & Replicas

41

Run System One semantics without the vendor — on a 3090 if you like.

jaredpalmer/kev
LoRA adapter and readout head on Qwen2.5-0.5B that answers many typed questions in one prefill; trains in under two hours on a MacBook, held-out ECE 0.065, speaks the TypeSafe wire format.
★ 7 998
TheoLeeCJ/SemIf
Semantic ifs from open models on a single 3090; the most starred independent replica, formerly openjev.
★ 4 604
TianyuCodings/NanoJev
0.6B replica with parallel decisions, dynamic candidates, and an end-to-end training pipeline.
★ 2 445
vinnylarouge/jevlike
Open option scorer that reads candidate logits instead of generating JSON.
★ 1 335
ollaya-dev/ollaya
Pulls and serves open decision models such as Laya, kev, and JevK5 behind a TypeSafe-compatible local endpoint, the way Ollama serves LLMs.
★ 1 011
Mapika/decider
One-pass typed decisions fine-tuned from Qwen3.5-2B.
★ 988
nokia-applied-research/AnyJev
Turns an open Hugging Face model into a calibrated decision endpoint served through vLLM, with no fine-tuning at the first two levels.
★ 981
wfzyx/von
Non-autoregressive open decision model reporting under 15 ms locally, as a drop-in alternative to Jev.
★ 781
Rizzo-AI-Academy/rizzo-flow
Local-first take on the System One idea: unstructured state in, typed probabilistic decisions out, without generating a token.
★ 763
featherless-ai/simple-jev
Reads next-token logits from any Hugging Face model for choice, rubric, and support questions; public demo API with no key.
★ 575
Liuziyu77/Valen
Multimodal decision model on Qwen3.5 that scores candidates against images and video as well as text, with training code and open weights.
★ 551
razorback16/openjev
Jev-compatible decision server on DiffusionGemma 26B through vLLM, images included, hosted free on [Codiv](https://codiv.ai).
★ 541
Yinsongxu/LLM2Jev
Adapts local language models to runtime-defined Choice, Score, and Noul questions and returns typed answers with probabilities.
★ 377
ekzhang/openjev-sglang
Jev-compatible API endpoint on SGLang, prefill only.
★ 336
malevrigns/agent-jev
Decision model on Qwen3-0.6B that answers without decoding tokens, reports 79.25 percent top-1 on the public Typed Decisions benchmark.
★ 328
hr98w/jev-visual
Educational visual-inference variant on Apple Silicon: shared context, direct candidate scoring.
★ 303
Heman10x-NGU/openJev-verdict-2.0
Non-autoregressive 151M decision engine with a WebGPU browser runtime, reporting 77.1 percent top-1 and 1.44 percent calibration error on its own benchmark.
★ 293
logan-markewich/jeff
Self-hosted System One API on the 400M GLiFormer, with benchmarks that say where it trails Jev.
★ 273
togethercomputer/tev1
Data recipe and training code that fine-tune Qwen3.5-4B into an open-weight decision model on Together AI.
★ 177
kshetrajna12/reflex
Small open decision model on Qwen3.5: state plus typed questions to calibrated probabilities.
★ 160
allebee/jevk5
Qwen3.5 replica with distilled LoRA weights, ranked second of 76 systems and first among open ones on JevBench v1.4.
★ 126
daseinlabs/open-jev
Prefills once and scores every option in one padded pass on Gemma 3 4B with MLX; plays Doom from the terminal in the demo.
★ 121
mmastrac/djev
Serves `/v1/systemone` on DiffusionGemma by reading typed answers and text spans off a seeded, pinned canvas, with no generation.
★ 111
Heman10x-NGU/Verdict-open-jev
Non-autoregressive decision engine on ModernBERT with calibrated uncertainty and an in-browser WebGPU playground.
★ 110
zwliJay/jev-forge
End-to-end stack for auditable data construction, Qwen3.5-0.8B training, fixed Mind2Web and OOD evaluation, local serving, and a preliminary RLCD baseline.
★ 94
kikoncuo/jevfire
Parallel decisions for CUDA LLMs through a vLLM API, with game-agent examples and benchmarks.
★ 72
bnsd55/jevmlx
Parallel constrained decisions for any MLX model on Apple Silicon, one forward pass.
★ 69
r-ms/mini-jev
Preregistered experiment on a frozen Qwen3-4B: read the option letter's logits, skip the JSON.
★ 58
ikermoel/open-alternative-jev
Typed, calibrated decisions from any open-weights model in one forward pass, on Hugging Face and vLLM.
★ 57
zhengxuyu/litjev
Turns any off-the-shelf LLM into a Jev-style decision layer.
★ 46
OmniJev/PlayJev
Plays ten browser games from the frame alone on a fine-tuned Qwen3.5-0.8B, one forward pass per move, open weights and a browser demo.
★ 45
JoshuaSP/open-jev
Typed JSON inference with DiffusionGemma, benchmarked against Jev.
★ 43
iammrduncan/typesafe-ai-benchmark
LLM gateway that mimics the TypeSafe response shape, useful as a stand-in while you wait for a key.
★ 40
mithalouni/system-one-open
Typed calibrated decisions in one forward pass on Gemma 4 E2B and Gemma 3 270M.
★ 38
zhihz/openjev
Bilingual local decisions from context, questions, and candidate answers.
★ 35
rorshopping/jev-on-a-laptop
Study of Jev-style decisions on stock 1.5B to 8B models on a laptop, with a Hugging Face demo.
★ 25
olanotolu/jevbetter
A stronger one-pass scorer with a head-to-head benchmark against the jevlike starter design.
★ 16
genai-craft/openvons
Open decision layer answering a finite option set with probabilities split into execute, confirm, and reject. Independent replica, not TypeSafe weights.
★ 14
amithgc/local-jev
Offline server wire-compatible with the System One endpoint, checked against the official SDK; reports 80.5 percent on JevBench's public items against 86.6 percent published for the hosted API.
★ 13
David-Lolly/Jev-Compatible
Gateway that turns an existing SGLang or vLLM deployment into a Jev-compatible decision service by scoring candidate tokens, with no training and no model changes.
★ 6
metask-ai/metask-jev
Open-weight typed-decision models on Qwen3.5 with calibrated per-option probabilities in one forward pass; reports 80.1 percent on JevBench against 75.3 for Jev 1.13.
★ 2
236

Games, Robotics & Simulation

19

Decisions as game mechanics.

rmalde/minecraft-agent
Kills the dragon on a vanilla server with a frontier model planning and Jev selecting every player action; the logged run took 131 Jev decisions and 35 planner calls.
★ 569
fhshaik/typesafe-mario
Plays Super Mario Bros. from structured emulator state; Jev picks the NES controller input directly.
★ 422
FBddcz/embodied-jev
Browser workbench for embodied experiments in MuJoCo where every robot step is a visible Jev decision, backed by a local model or a cloud API.
★ 250
rokbenko/quackd
Command line for LLM-piloted robots across seven bodies, with an optional Jev stepper that picks among calls without ever writing a joint angle.
★ 245
RomanSlack/jev-drone
Camera-only drone in MuJoCo with Jev in the loop at 2.5 Hz.
★ 229
standardagents/jevpilot
Three.js driving simulator where Jev picks steering and speed from sampled paths up to four times a second; [drive it](https://jevpilot.standardagents.ai).
★ 203
emrickgarrett/OneVOneJev
1v1 quickscope arena in Three.js.
★ 41
phyous/tsai-sc
Plays the original StarCraft shareware through keyboard and mouse, action probabilities recorded.
★ 28
lukaske/jev-doom-agent
Browser-native Doom agent with structured spatial state and live decision telemetry.
★ 28
sorrycc/typesafe-snake
One Choice per tick; legal moves and facts generated in code.
★ 24
vinilana/live-jev
Top-down car in the browser sending four typed questions every 200 ms, with confidence-gated overrides in code.
★ 21
TarunTomar122/jev-askable-arm
Zero-shot English goals on a simulated Franka arm; Jev chains hardcoded primitives.
★ 12
valentynkit/jev-plays-pokemon-red
Pokemon Red on PyBoy: code owns the route and the arithmetic, Jev picks only at branches, and every battle turn logs a faint prediction scored by Brier against what the RAM says.
★ 10
AbdelStark/heist-one
Stealth game where Jev makes the guards' judgments and deterministic code owns the world.
★ 9
anxkhn/JevPlaysPokemon
Generation 3 Pokémon through Showdown and a real FireRed ROM.
★ 7
vishxrad/clashroyale-jev
Plays Clash Royale with Jev choosing cards and placements from Qwen battlefield vision and local OpenCV hand and elixir recognition.
★ 4
phyous/tsai-civ2
Civilization II in a browser, full-game harness, live action probabilities.
★ 3
siroccomask/snake-jev
Snake controlled by parallel Jev assessments, one API call per tick.
★ 3
hazlema/jev-connect4
Connect Four with nine swappable query strategies for one model, every answer graded against engine ground truth in a live inspector.
★ 1
242

Finance & Trading

5

Scoring financial signals with calibrated probabilities.

248

Playgrounds & Demos

12

Try it in thirty seconds.

dabit3/jev-experiments
Nader Dabit's grab bag of small Jev experiments.
★ 397
TypeSafeAI/typesafe-playground
110 use cases, games, and model challenges with editable prompts and A/B comparisons; a community org, not the vendor, formerly under BunsDev.
★ 22
kavehmz/typesafe-playground
From support routing to a 3D driving simulation with visible sensor inputs.
★ 14
GiesN/typesafe-jev-workflow
LangGraph demo that sends a mocked email to Jev and routes on the typed Choice it returns.
★ 12
lbotinelly/jev-little-airways
Show-and-tell capability study for Jev.
★ 7
haseeb-heaven/jev-system-one
Terminal interface where OpenAI answers and Jev separately scores relevance, reliability, and quality.
★ 6
markjaquith/typesafe-ai-playground
Rust CLI playground for experiments around Jev.
★ 5
replynodes/jev-web-analyzer
Turns a SaaS landing page into Markdown and asks Jev ten bounded Choice questions about what a first-time visitor understands, shown as a founder teardown.
★ 5
wustep/jev-playground
Can a System One model steer a music composition through typed classify, score, and pick decisions alone.
★ 2
willprout/magic-8-ball
Ask a question, one choice over twenty answers picks the reply and shows the click-to-answer latency; [live demo](https://willprout.github.io/magic-8-ball/).
★ 1
bud-ro/jev-demos
Demos built to test what Jev is good at.
★ 1
rishi-raj-jain/hn-thread-judge
Reads the most-discussed Hacker News threads comment by comment with Jev and reduces each one to a single verdict, served live from Postgres.
★ 0

How this list is kept current

It is not a hand-typed list that rots in six months. It is one data file, deterministic scripts, and a free-AI reviewer. No API keys: the maintainer runs on free open-source models.

verify.mjs Verify Schema, duplicate URLs, category ids, description hygiene. Pure Node, no model, no network.
refresh-stars.mjs Refresh Bulk star, license and archive refresh from the GitHub API, then re-render.
translate.mjs Translate Fills missing 中文 and Français descriptions on free open-source models. Idempotent.
curate.mjs Review A free model verifies each repo really calls Jev, checks duplicates, writes a report for a gate.
build-readme.mjs Render Regenerates all three READMEs, this site, and every machine-readable export.

Two-model gate: a second, independent free model reviews every automated pull request, and a change that touches only the report is never merged. If no model is reachable, the scripts degrade to deterministic reports instead of failing.

Read the full pipeline in AGENTS.md.

Questions

What exactly is Jev? Q1

A System One model from TypeSafe AI. You send a state plus typed questions, and it returns typed answers with a probability per option and a confidence value. Model jev-latest, one POST to /v1/systemone, 70–500 ms end to end.

How is this different from asking an LLM to pick an option? Q2

An LLM returns text you have to parse, and every parse is a place to fail. Jev returns a typed choice plus a probability distribution, so you can set a threshold, unit-test the branch, and log a number.

Do I need a TypeSafe API key? Q3

Only for the hosted API. Rule 229 collects the open-weight and replica implementations that run System One semantics without the vendor.

How do I get my project listed? Q4

Open a pull request against data/entries.json, or tag your repository jev and open an issue. One entry per repository, one PR per entry, and it must ship a description in all three languages.

Is this list affiliated with TypeSafe AI? Q5

No. It is community-maintained. TypeSafe AI is linked because Jev is their model, and the distinction is stated on the page rather than buried in a footer.

Can I use this data in my own tool? Q6

Yes. Everything here is CC0-1.0 public domain. Fetch projects.json for structured records, llms-full.txt for every entry as markdown, or one category at a time from c/<rule>.md.